Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "147"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 147 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 94 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 92 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 147, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459911 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.615828 -1.211703 0.865159 1.807929 -0.131778 -0.108914 -0.344822 -0.352601 0.6648 0.6863 0.4035 nan nan
2459910 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.569077 -1.180514 0.915550 1.755525 0.585779 -0.206112 -0.413450 -0.709608 0.6678 0.6884 0.4004 nan nan
2459909 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.534984 -1.199364 0.838551 1.758102 0.608371 -0.032189 -0.051299 0.025653 0.6674 0.6883 0.3984 nan nan
2459908 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.488377 -1.273856 0.923987 1.750845 1.223818 -0.015058 -0.128605 -0.281285 0.6714 0.6957 0.3978 nan nan
2459907 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.493858 -1.121875 1.005170 1.832248 2.829710 -0.105298 -0.186106 -0.054047 0.6703 0.6940 0.3936 nan nan
2459906 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.592603 -1.236073 0.926636 1.805597 1.668541 -0.280210 -0.165598 0.252272 0.6627 0.6857 0.3935 nan nan
2459905 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.386681 -1.195208 0.903758 1.780237 1.053585 -0.642260 -0.102939 -0.043435 0.6535 0.6821 0.4010 nan nan
2459904 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.513896 -1.270654 0.978781 2.006568 0.153421 -0.596320 0.344766 0.477350 0.6568 0.6830 0.3934 nan nan
2459903 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.589788 -1.329501 1.270964 1.920601 3.124719 -0.344765 0.406982 0.025435 0.6613 0.6856 0.3970 nan nan
2459902 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.541523 -1.373015 1.314854 1.843077 2.651935 -0.504468 -0.042383 -0.210218 0.6681 0.6865 0.3886 nan nan
2459901 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.759107 -1.417597 1.272931 1.836536 5.067840 -0.504956 -0.029340 -0.014934 0.6611 0.6788 0.4029 nan nan
2459900 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.693985 -1.347146 1.106279 1.869244 2.355655 -0.174602 -0.141831 0.045572 0.6212 0.6504 0.3346 nan nan
2459898 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.805801 -1.392291 1.076907 1.783629 2.317238 -0.472850 0.304036 0.002536 0.6683 0.6873 0.3941 nan nan
2459897 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.858386 -1.273111 0.828951 1.892670 1.361206 -0.398488 -0.004403 -0.165935 0.6726 0.6867 0.3878 nan nan
2459896 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.773974 -1.469977 1.102664 1.789936 5.591261 -0.490255 -0.069202 -0.235391 0.6735 0.6897 0.3871 nan nan
2459895 digital_ok 100.00% 100.00% 100.00% 0.00% - - 224.925303 225.068408 inf inf 5576.974809 5526.196934 791.965350 772.526005 nan nan nan nan nan
2459894 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.944127 -1.668812 0.565113 1.727211 -1.244249 -0.578466 1.777771 0.119199 0.6855 0.6869 0.3751 nan nan
2459893 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.874221 -1.687117 0.780819 1.789419 0.786551 -0.118506 0.182040 0.000721 0.6841 0.6935 0.3781 nan nan
2459892 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459891 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.882522 -1.629088 0.845047 2.103680 2.729388 -0.843512 0.019654 -0.128604 0.6722 0.6879 0.3863 nan nan
2459890 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.997894 -1.740942 1.093607 2.412556 -0.986653 -0.786348 -0.290315 -0.435867 0.6767 0.6862 0.3843 nan nan
2459889 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.160084 -1.691307 0.576266 1.886154 1.640096 -0.710103 0.135985 0.323946 0.6846 0.6910 0.3795 nan nan
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.972917 -1.508991 1.131575 2.214826 1.160084 -0.860319 0.193904 0.452195 0.7014 0.7107 0.3701 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.796060 -1.549931 1.335088 2.056978 0.182611 -0.064588 -0.178302 -0.162702 0.6846 0.6924 0.3809 nan nan
2459886 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.742450 -2.008110 1.510080 1.781452 18.077558 18.113934 2.461282 2.350222 0.7673 0.7564 0.3137 nan nan
2459885 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.168310 -0.592792 5.411217 9.761718 1.427587 -0.824458 1.672820 0.811848 0.7404 0.7354 0.3321 nan nan
2459884 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459883 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.884865 -0.455189 6.090749 10.254607 1.075355 -0.753687 3.118611 -0.012792 0.6941 0.6966 0.3658 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.602821 -0.392376 5.960153 10.866362 -0.705475 -1.744799 4.142467 1.672863 0.7305 0.7407 0.3159 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.812643 -0.608414 6.146614 9.295474 2.003099 -0.827193 0.277769 -0.293550 0.6863 0.6942 0.3806 nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - 218.306969 218.365346 inf inf 4657.844253 4657.058829 13342.750544 13335.686745 nan nan nan nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.397872 -0.343650 7.893871 11.211096 5.898049 -0.917635 0.842667 0.280184 0.6775 0.6914 0.3880 nan nan
2459876 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - 29.408496 30.394788 15.558007 16.190393 12.033383 17.508844 2.408531 6.159082 0.3702 0.3727 0.1684 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - 42.184516 43.327402 8.068255 8.166150 16.608021 21.476125 3.423841 1.169005 0.3407 0.3446 0.1527 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 31.506149 31.700581 9.930296 10.985776 8.102550 9.764717 2.048455 1.222473 0.3508 0.3501 0.1544 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - 28.418748 28.757652 12.853094 13.821896 15.583956 24.465945 3.122545 1.267076 0.3391 0.3388 0.1551 nan nan
2459871 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459870 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - 34.025874 -0.151849 2.832113 2.756120 6.926693 -1.331880 8.304915 -0.527080 0.6627 0.7151 0.3659 nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459867 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459866 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 30.727891 0.818958 2.954453 4.581722 9.674634 -0.956650 39.328558 0.136885 0.6876 0.7093 0.3523 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 12.669146 0.527590 0.101751 -1.241461 5.858067 -0.881878 116.492231 0.298549 0.6882 0.6888 0.4085 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.055883 -0.722930 0.568896 -1.273741 8.037354 -0.931854 18.945822 -0.766795 0.7122 0.6928 0.4016 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.630493 -1.171508 -0.870243 0.066697 4.037309 0.942951 19.338133 -0.408191 0.7255 0.7021 0.4072 3.420341 2.926276
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.351762 0.471454 0.019141 0.125139 -1.038989 -0.999650 -0.012656 0.458970 0.0292 0.0280 0.0007 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.076388 -0.147776 0.529628 -1.047617 5.762592 -1.041393 40.524521 -0.766237 0.7088 0.7174 0.3952 3.304905 2.902005
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.539106 75.395130 inf inf 4363.302211 4363.318181 4164.130250 4163.550150 0.0102 0.0127 0.0031 0.000000 0.000000
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.361240 -0.445007 1.254406 -0.177365 5.765577 -0.795371 35.793672 0.337905 0.7091 0.7512 0.4308 2.918141 2.528610
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.00% 1.415259 0.472884 2.342257 0.121906 2.498557 -1.036183 3.528584 -0.131467 0.8394 0.8454 0.2315 3.373233 3.006757
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.948393 -0.135869 1.736475 -0.050407 9.285384 -0.748651 73.397652 -0.342642 0.7328 0.7720 0.3419 3.483188 3.181432
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.112315 -0.190208 4.098014 1.636021 7.103889 -1.225891 30.042047 -1.044205 0.7137 0.7642 0.3466 4.399492 3.527615
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 19.377303 0.114141 6.665477 4.055627 10.841126 -1.113127 46.401902 -0.511929 0.7015 0.7682 0.3695 3.453428 2.958108
2459847 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459846 digital_ok 100.00% 25.64% 34.19% 0.00% 100.00% 0.00% 18.099499 7.628266 0.293158 0.582327 59.837402 60.040709 45.031812 -0.626038 0.8008 0.5421 0.5128 4.245052 3.547342
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.280276 0.280738 8.589821 6.642143 9.548395 -0.741888 43.196789 -1.071246 0.7234 0.7589 0.3550 3.615278 2.755432
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.662685 5.490455 2.558251 0.659101 0.041995 -0.625004 0.146205 0.153514 0.0300 0.0282 0.0015 nan nan
2459843 digital_ok 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 18.317617 2.247321 12.672229 12.002989 6.947274 4.971680 3.832247 -1.895435 0.7140 0.7565 0.3779 6.539698 5.367101
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.236046 -1.456551 -2.326749 -2.978962 -1.128047 -2.191598 -0.673652 -0.984557 0.7488 0.7178 0.2229 6.081732 4.609028
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 43.853461 37.755863 14.543022 13.187553 6.105422 9.693881 4.535509 0.397163 0.0293 0.0277 0.0013 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 147: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.807929 -1.211703 -0.615828 1.807929 0.865159 -0.108914 -0.131778 -0.352601 -0.344822

Antenna 147: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.755525 -1.180514 -0.569077 1.755525 0.915550 -0.206112 0.585779 -0.709608 -0.413450

Antenna 147: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.758102 -1.199364 -0.534984 1.758102 0.838551 -0.032189 0.608371 0.025653 -0.051299

Antenna 147: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.750845 -0.488377 -1.273856 0.923987 1.750845 1.223818 -0.015058 -0.128605 -0.281285

Antenna 147: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 2.829710 -1.121875 -0.493858 1.832248 1.005170 -0.105298 2.829710 -0.054047 -0.186106

Antenna 147: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.805597 -1.236073 -0.592603 1.805597 0.926636 -0.280210 1.668541 0.252272 -0.165598

Antenna 147: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.780237 -1.195208 -0.386681 1.780237 0.903758 -0.642260 1.053585 -0.043435 -0.102939

Antenna 147: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 2.006568 -1.270654 -0.513896 2.006568 0.978781 -0.596320 0.153421 0.477350 0.344766

Antenna 147: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 3.124719 -1.329501 -0.589788 1.920601 1.270964 -0.344765 3.124719 0.025435 0.406982

Antenna 147: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 2.651935 -0.541523 -1.373015 1.314854 1.843077 2.651935 -0.504468 -0.042383 -0.210218

Antenna 147: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 5.067840 -0.759107 -1.417597 1.272931 1.836536 5.067840 -0.504956 -0.029340 -0.014934

Antenna 147: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 2.355655 -0.693985 -1.347146 1.106279 1.869244 2.355655 -0.174602 -0.141831 0.045572

Antenna 147: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 2.317238 -1.392291 -0.805801 1.783629 1.076907 -0.472850 2.317238 0.002536 0.304036

Antenna 147: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.892670 -1.273111 -0.858386 1.892670 0.828951 -0.398488 1.361206 -0.165935 -0.004403

Antenna 147: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 5.591261 -1.469977 -0.773974 1.789936 1.102664 -0.490255 5.591261 -0.235391 -0.069202

Antenna 147: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Power inf 224.925303 225.068408 inf inf 5576.974809 5526.196934 791.965350 772.526005

Antenna 147: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 1.777771 -1.668812 -0.944127 1.727211 0.565113 -0.578466 -1.244249 0.119199 1.777771

Antenna 147: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.789419 -0.874221 -1.687117 0.780819 1.789419 0.786551 -0.118506 0.182040 0.000721

Antenna 147: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 2.729388 -0.882522 -1.629088 0.845047 2.103680 2.729388 -0.843512 0.019654 -0.128604

Antenna 147: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 2.412556 -1.740942 -0.997894 2.412556 1.093607 -0.786348 -0.986653 -0.435867 -0.290315

Antenna 147: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 1.886154 -1.160084 -1.691307 0.576266 1.886154 1.640096 -0.710103 0.135985 0.323946

Antenna 147: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 2.214826 -1.508991 -0.972917 2.214826 1.131575 -0.860319 1.160084 0.452195 0.193904

Antenna 147: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 2.056978 -1.549931 -0.796060 2.056978 1.335088 -0.064588 0.182611 -0.162702 -0.178302

Antenna 147: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Temporal Variability 18.113934 -1.742450 -2.008110 1.510080 1.781452 18.077558 18.113934 2.461282 2.350222

Antenna 147: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 9.761718 -0.592792 -1.168310 9.761718 5.411217 -0.824458 1.427587 0.811848 1.672820

Antenna 147: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 10.254607 -0.455189 -0.884865 10.254607 6.090749 -0.753687 1.075355 -0.012792 3.118611

Antenna 147: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 10.866362 -0.392376 -0.602821 10.866362 5.960153 -1.744799 -0.705475 1.672863 4.142467

Antenna 147: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 9.295474 -0.608414 -0.812643 9.295474 6.146614 -0.827193 2.003099 -0.293550 0.277769

Antenna 147: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power inf 218.365346 218.306969 inf inf 4657.058829 4657.844253 13335.686745 13342.750544

Antenna 147: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power 11.211096 -0.343650 -0.397872 11.211096 7.893871 -0.917635 5.898049 0.280184 0.842667

Antenna 147: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape 30.394788 29.408496 30.394788 15.558007 16.190393 12.033383 17.508844 2.408531 6.159082

Antenna 147: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape 43.327402 42.184516 43.327402 8.068255 8.166150 16.608021 21.476125 3.423841 1.169005

Antenna 147: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape 31.700581 31.506149 31.700581 9.930296 10.985776 8.102550 9.764717 2.048455 1.222473

Antenna 147: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape 28.757652 28.757652 28.418748 13.821896 12.853094 24.465945 15.583956 1.267076 3.122545

Antenna 147: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 34.025874 34.025874 -0.151849 2.832113 2.756120 6.926693 -1.331880 8.304915 -0.527080

Antenna 147: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 39.328558 30.727891 0.818958 2.954453 4.581722 9.674634 -0.956650 39.328558 0.136885

Antenna 147: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 116.492231 0.527590 12.669146 -1.241461 0.101751 -0.881878 5.858067 0.298549 116.492231

Antenna 147: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 18.945822 5.055883 -0.722930 0.568896 -1.273741 8.037354 -0.931854 18.945822 -0.766795

Antenna 147: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 19.338133 -1.171508 3.630493 0.066697 -0.870243 0.942951 4.037309 -0.408191 19.338133

Antenna 147: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 1.351762 0.471454 1.351762 0.125139 0.019141 -0.999650 -1.038989 0.458970 -0.012656

Antenna 147: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 40.524521 10.076388 -0.147776 0.529628 -1.047617 5.762592 -1.041393 40.524521 -0.766237

Antenna 147: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Power inf 75.395130 75.539106 inf inf 4363.318181 4363.302211 4163.550150 4164.130250

Antenna 147: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 35.793672 -0.445007 12.361240 -0.177365 1.254406 -0.795371 5.765577 0.337905 35.793672

Antenna 147: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 3.528584 1.415259 0.472884 2.342257 0.121906 2.498557 -1.036183 3.528584 -0.131467

Antenna 147: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 73.397652 11.948393 -0.135869 1.736475 -0.050407 9.285384 -0.748651 73.397652 -0.342642

Antenna 147: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 30.042047 22.112315 -0.190208 4.098014 1.636021 7.103889 -1.225891 30.042047 -1.044205

Antenna 147: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 46.401902 0.114141 19.377303 4.055627 6.665477 -1.113127 10.841126 -0.511929 46.401902

Antenna 147: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 147: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok nn Temporal Variability 60.040709 18.099499 7.628266 0.293158 0.582327 59.837402 60.040709 45.031812 -0.626038

Antenna 147: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 43.196789 0.280738 22.280276 6.642143 8.589821 -0.741888 9.548395 -1.071246 43.196789

Antenna 147: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 9.662685 9.662685 5.490455 2.558251 0.659101 0.041995 -0.625004 0.146205 0.153514

Antenna 147: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 18.317617 2.247321 18.317617 12.002989 12.672229 4.971680 6.947274 -1.895435 3.832247

Antenna 147: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 9.236046 9.236046 -1.456551 -2.326749 -2.978962 -1.128047 -2.191598 -0.673652 -0.984557

Antenna 147: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 43.853461 43.853461 37.755863 14.543022 13.187553 6.105422 9.693881 4.535509 0.397163
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